The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the North West region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 23 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
23 Jul 2016
Same period 2015 Same period 2014
Machine Learning
Rank 193 243 249
Rank change year-on-year
+50 +6
Permanent jobs citing Machine Learning 47 19 3
As % of all permanent IT jobs located in the North West 0.81% 0.29% 0.043%
As % of the Processes & Methodologies category 0.93% 0.32% 0.050%
Number of salaries quoted 42 12 3
Median salary £40,000 £55,000 £50,000
Median salary % change year-on-year
-27.27% +10.00%
UK excluding London median salary £50,000 £50,000 £42,500
% change year-on-year
- +17.64%
Machine Learning
England

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the North West region.

Processes & Methodologies Category
North West
Permanent IT job ads with a match in the
Processes & Methodologies category
5077 5848 6023
As % of all permanent IT jobs located in the North West 86.99% 88.79% 85.70%
Number of salaries quoted 4244 4732 4748
Median salary £42,500 £40,000 £40,000
Median salary % change year-on-year
+6.25% -
90% offered a salary of more than £28,500 £27,500 £27,500
10% offered a salary of more than £62,500 £57,500 £60,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Machine Learning
Jobs Demand Trend in the North West

The demand trend of job ads across the North West region citing Machine Learning as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Machine Learning Jobs Demand Trend in the North West

Machine Learning
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Machine Learning across the North West region.

Machine Learning Salary Trend in the North West

Machine Learning
Salary Histogram in the North West

This chart provides a salary histogram for IT jobs citing Machine Learning across the North West region over the 3 months to 23 July 2016.

Machine Learning Salary Histogram in the North West

Machine Learning
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the North West region over the 3 months to 23 July 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Manchester +21 40 £40,000 -27.27% 4
Cheshire +45 8 £46,250 -57.95% 2
Machine Learning
England

Machine Learning
Top 30 Related IT Skills in the North West

For the 6 months to 23 July 2016, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Machine Learning.

1 50 (52.08%) C#
2 48 (50.00%) OO
3 40 (41.67%) Analytical Skills
4 38 (39.58%) Algorithms
4 38 (39.58%) .NET
5 37 (38.54%) Analytics
6 35 (36.46%) WCF
7 32 (33.33%) Python
8 30 (31.25%) WPF
9 29 (30.21%) PhD
10 28 (29.17%) Software Engineering
11 27 (28.13%) C++
12 26 (27.08%) MATLAB
12 26 (27.08%) Agile Software Development
12 26 (27.08%) TDD
13 25 (26.04%) Degree
14 22 (22.92%) Data Analysis
14 22 (22.92%) ASP.NET
15 21 (21.88%) Web Services
15 21 (21.88%) Java
15 21 (21.88%) Computer Science
15 21 (21.88%) Git (software)
16 20 (20.83%) NUnit
16 20 (20.83%) .NET Framework
16 20 (20.83%) Statistics
16 20 (20.83%) Data Mining
16 20 (20.83%) Entity Framework
17 19 (19.79%) Big Data
17 19 (19.79%) MVC
17 19 (19.79%) Mathematics

Machine Learning
Top Related IT Skills in the North West by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 5 (5.21%) SAS
2 2 (2.08%) Apache Spark
2 2 (2.08%) Elasticsearch
Applications
1 11 (11.46%) MS Excel
2 1 (1.04%) SPSS
Business Applications
1 4 (4.17%) SAP Oil and Gas
Cloud Services
1 17 (17.71%) Microsoft Azure
2 4 (4.17%) SaaS
3 2 (2.08%) Amazon AWS
4 1 (1.04%) Azure Machine Learning
Communications & Networking
1 15 (15.63%) Internet
2 1 (1.04%) Intrusion Detection
2 1 (1.04%) Wireless
Database & Business Intelligence
1 20 (20.83%) Data Mining
2 19 (19.79%) Big Data
3 17 (17.71%) SQL Server
4 11 (11.46%) NoSQL
5 6 (6.25%) MongoDB
6 5 (5.21%) Relational Database
7 3 (3.13%) Hadoop
8 2 (2.08%) Spotfire
8 2 (2.08%) Text Mining
9 1 (1.04%) Data Lake
9 1 (1.04%) Data Warehouse
9 1 (1.04%) MySQL
9 1 (1.04%) QlikView
9 1 (1.04%) SQL Server Analysis Services
9 1 (1.04%) SQL Server Integration Services
Development Applications
1 21 (21.88%) Git (software)
2 20 (20.83%) NUnit
3 15 (15.63%) Team Foundation Server
4 5 (5.21%) Moq
5 4 (4.17%) Subversion
6 3 (3.13%) Bitbucket
6 3 (3.13%) Grunt
6 3 (3.13%) gulp
6 3 (3.13%) Jenkins
6 3 (3.13%) JIRA
7 2 (2.08%) IntelliJ
8 1 (1.04%) Ant
8 1 (1.04%) Cucumber
8 1 (1.04%) Eclipse
8 1 (1.04%) GitLab
8 1 (1.04%) Gradle
8 1 (1.04%) Jasmine
8 1 (1.04%) Maven
8 1 (1.04%) TeamCity
General
1 11 (11.46%) Finance
2 10 (10.42%) Marketing
3 4 (4.17%) Advertising
3 4 (4.17%) Electronics
3 4 (4.17%) Manufacturing
3 4 (4.17%) Telecoms
4 2 (2.08%) Retail
5 1 (1.04%) Banking
5 1 (1.04%) Music Industry
Job Titles
1 33 (34.38%) Developer
2 20 (20.83%) C# Developer
2 20 (20.83%) Data Scientist
2 20 (20.83%) Senior Developer
3 15 (15.63%) Lead C# Developer
3 15 (15.63%) Lead Developer
3 15 (15.63%) Senior C# Developer
3 15 (15.63%) Software Manager
4 10 (10.42%) Computer Engineer
4 10 (10.42%) Java Engineer
4 10 (10.42%) Machine Learning Engineer
4 10 (10.42%) MATLAB Engineer
5 7 (7.29%) Software Developer
6 6 (6.25%) .NET Developer
7 5 (5.21%) ASP.NET Developer
7 5 (5.21%) C# .NET Developer
7 5 (5.21%) C# ASP.NET Developer
7 5 (5.21%) C# Software Developer
7 5 (5.21%) Software Engineer
7 5 (5.21%) SQL Developer
Libraries, Frameworks & Software Standards
1 38 (39.58%) .NET
2 35 (36.46%) WCF
3 30 (31.25%) WPF
4 22 (22.92%) ASP.NET
5 21 (21.88%) Web Services
6 20 (20.83%) .NET Framework
6 20 (20.83%) Entity Framework
7 10 (10.42%) OpenCV
8 9 (9.38%) CSS
8 9 (9.38%) HTML
9 8 (8.33%) AngularJS
10 6 (6.25%) RESTful
10 6 (6.25%) Unity (Game Engine)
11 5 (5.21%) Akka
11 5 (5.21%) Direct3D
11 5 (5.21%) JSON
11 5 (5.21%) LINQ
11 5 (5.21%) OpenGL
11 5 (5.21%) Unreal Engine
12 4 (4.17%) DirectX
Miscellaneous
1 40 (41.67%) Analytical Skills
2 38 (39.58%) Algorithms
3 21 (21.88%) Computer Science
4 20 (20.83%) Statistics
5 19 (19.79%) Mathematics
6 16 (16.67%) Augmented Reality
7 10 (10.42%) CUDA
8 9 (9.38%) Physics
9 6 (6.25%) 3D Graphics
10 5 (5.21%) Neural Network
11 4 (4.17%) Enterprise Software
12 3 (3.13%) Visualisation
13 2 (2.08%) Mobile App
13 2 (2.08%) Social Media
14 1 (1.04%) Credit Risk
14 1 (1.04%) Data Structures
14 1 (1.04%) Embedded Systems
14 1 (1.04%) Fintech
14 1 (1.04%) Replication
14 1 (1.04%) Xbox
Operating Systems
1 5 (5.21%) Windows
2 4 (4.17%) Windows 10
3 1 (1.04%) Linux
3 1 (1.04%) Unix
Processes & Methodologies
1 48 (50.00%) OO
2 37 (38.54%) Analytics
3 28 (29.17%) Software Engineering
4 26 (27.08%) Agile Software Development
4 26 (27.08%) TDD
5 22 (22.92%) Data Analysis
6 19 (19.79%) MVC
7 18 (18.75%) Data Analytics
7 18 (18.75%) Mentoring
8 16 (16.67%) Scrum
9 15 (15.63%) Coaching
9 15 (15.63%) Continuous Integration
9 15 (15.63%) SOA
10 14 (14.58%) Statistical Analysis
11 11 (11.46%) Business Intelligence
12 10 (10.42%) Image Processing
12 10 (10.42%) Service Design
12 10 (10.42%) Stochastic Modelling
13 9 (9.38%) Statistical Modelling
14 7 (7.29%) Unit Testing
Programming Languages
1 50 (52.08%) C#
2 32 (33.33%) Python
3 27 (28.13%) C++
4 26 (27.08%) MATLAB
5 21 (21.88%) Java
6 17 (17.71%) R
6 17 (17.71%) SQL
7 8 (8.33%) JavaScript
8 6 (6.25%) C
8 6 (6.25%) Scala
9 3 (3.13%) TypeScript
Qualifications
1 29 (30.21%) PhD
2 25 (26.04%) Degree
3 1 (1.04%) Postgraduate
Quality Assurance & Compliance
1 1 (1.04%) QA
System Software
1 5 (5.21%) Docker
Systems Management
1 2 (2.08%) Kubernetes
Vendors
1 4 (4.17%) SAP
2 3 (3.13%) Tableau
3 2 (2.08%) TIBCO
4 1 (1.04%) Alteryx
4 1 (1.04%) Atlassian
4 1 (1.04%) MicroStrategy
4 1 (1.04%) Oracle
4 1 (1.04%) Teradata
4 1 (1.04%) Twitter
North West
Parallel Consulting
Salary: £40000 - £45000 per annum
Posted: 4 days ago
Manchester, Lancashire
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £35000 - £45000 Per Annum + Benefits
Posted: 5 days ago
Manchester, Lancashire
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £35000 - £45000 Per Annum + Benefits
Posted: 5 days ago
Manchester, Lancashire
Rullion IT Plus
Salary: £45000 - £60000 per annum + + Attractive Benefits
Posted: 2 days ago
Chester, Cheshire
Applause IT Innovation
Salary: £45000 - £51000 per annum + + Great Benefits
Posted: 5 days ago
Wilmslow, Cheshire
Rullion IT Plus
Salary: £45000 - £60000 per annum + + Attractive Benefits
Posted: 4 days ago
Manchester
Energon Global
Salary: £40000.00 - £80000.00 per annum + benefits + bonus
Posted: 20 days ago